Conference proceedings

COMPARISON OF MACHINE LEARNING METHODS FOR EMOTIONAL ANALYSIS

Year:

2025

Published in:

Taras Shevchenko National University of Kyiv
emotional analysis
machine learning
deep learning
neural networks
naive bayes classifier
support vector machine
recurrent neural network

The paper explores the difference between methods applied for emotional analysis of textual materials, including their effectiveness. Exploration of areas of emotional analysis application is conducted. A literature review is conducted, highlighting models, software, and libraries suitable for advancing the research. The topic of further research is also considered.

Related by author

23 publications found

2022
Journal article

ПРОГНОЗУВАННЯ БАНКРУТСТВА ПІДПРИЄМСТВА ЗА ДОПОМОГОЮ АЛГОРИТМІВ МАШИННОГО НАВЧАННЯ

Publisher: Ltd “DKS Centre”

Authors: Ihor Miroshnychenko, Vladyslav Krupin

2019
Journal article

Risk and return for cryptocurrencies as alternative investment: Kohonen maps clustering

Publisher: Київський національний економічний університет імені Вадима Гетьмана

Authors: Ihor Miroshnychenko, Andrii Kaminskyi, Kostiantyn Pysanets

2021
Journal article

Forecasting electricity generation from renewable sources in developing countries (on the example of Ukraine)

Publisher: Kyiv National Economic University named after Vadym Hetman

Authors: Ihor Miroshnychenko

2025
Conference proceedings

STOCK PRICE FORECASTING USING ARTIFICIAL NEURAL NETWORKS

Publisher: Taras Shevchenko National University of Kyiv

Authors: Ihor Miroshnychenko, Yurii Levchenko

2025
Conference proceedings

Development of models and information technology for predicting TV viewing metrics using data science methods

Publisher: Slovak University of Technology in Bratislava

Authors: Oleksandr Ilchuk, Ihor Miroshnychenko

2019
Journal article

ASSESSING CREDIT RISK USING MACHINE LEARNING METHODS

Publisher: TOV “Hlobalnyi naukovyi potentsial”

Authors: Kateryna Ivliieva, Ihor Miroshnychenko

2019
Journal article

Neuro‑fuzzy model of country's investment potential assessment

Publisher: Fuzzy Economic

Authors: A. Matviychuk, O. Lukianenko, Ihor Miroshnychenko

2025
Journal article

Model of management of storage of educational environment data flows

Publisher: Scientific Perspectives

Authors: Ihor Miroshnychenko, Jesus Raychuk

2025
Conference proceedings

DEVELOPMENT OF DATA SCIENCE TECHNOLOGIES IN THE FIELD OF CLIMATE CHANGE RESEARCH

Publisher: Taras Shevchenko National University of Kyiv

Authors: Ihor Miroshnychenko, Andrii Ukrainets

2025
Conference proceedings

EVOLVING RUSSIAN CYBER ATTACKS: KEY TRENDS AND STRATEGIC DEFENSE SOLUTIONS FOR 2024

Publisher: Taras Shevchenko National University of Kyiv

Authors: Maksym Borysenko, Ihor Miroshnychenko